Pretty urls in WordPress

This is a setting already supported in WP and also via plugins with more advanced features.  It is just not obvious for the first time user and WP does not, by default enable pretty urls.

For details on how to enable it or how to use these plugins, go to http://codex.wordpress.org/Using_Permalinks